From 0a4bc1f94ec9c5a146d6187c0c5fb20e3c1613a0 Mon Sep 17 00:00:00 2001 From: HelenClaraGeorge Date: Thu, 2 Jan 2025 16:42:56 +0100 Subject: [PATCH] The commit with initial architectural setup for SPACX --- Makefile | 81 ++++++++ README.md | 130 ++++++++++++ input_features.txt | 29 +++ main.cpp | 90 ++++++++ obj/Chiplet_Interface.o | Bin 0 -> 2030648 bytes obj/Global_Buffer.o | Bin 0 -> 2179904 bytes obj/Interposer_Interface.o | Bin 0 -> 2035928 bytes obj/O_E_converter.o | Bin 0 -> 2024456 bytes obj/Processing_Element.o | Bin 0 -> 2623592 bytes obj/main.o | Bin 0 -> 1860032 bytes obj/noc_logger.o | Bin 0 -> 708672 bytes out/chiplet_comm.log | 120 +++++++++++ out/gb_comm.log | 88 ++++++++ out/interposer_comm.log | 124 +++++++++++ out/oec_comm.log | 144 +++++++++++++ out/pe_comm.log | 96 +++++++++ out/report.log | 32 +++ out/simulation | Bin 0 -> 4510952 bytes scripts/input_feature.py | 18 ++ scripts/weight_kernal.py | 18 ++ src/Chiplet/Chiplet_Interface.cpp | 197 ++++++++++++++++++ src/Chiplet/Chiplet_Interface.h | 49 +++++ src/GB/Global_Buffer.cpp | 251 +++++++++++++++++++++++ src/GB/Global_Buffer.h | 65 ++++++ src/Interposer/Interposer_Interface.cpp | 195 ++++++++++++++++++ src/Interposer/Interposer_Interface.h | 48 +++++ src/Optical_Electrical/O_E_converter.cpp | 196 ++++++++++++++++++ src/Optical_Electrical/O_E_converter.h | 48 +++++ src/PE/Processing_Element.cpp | 190 +++++++++++++++++ src/PE/Processing_Element.h | 71 +++++++ src/utils/configuration.h | 125 +++++++++++ src/utils/memory_manager.cpp | 40 ++++ src/utils/memory_manager.h | 32 +++ src/utils/noc_logger.cpp | 101 +++++++++ src/utils/noc_logger.h | 49 +++++ src/utils/token_manager.h | 158 ++++++++++++++ src/utils/utils.cpp | 39 ++++ src/utils/utils.h | 64 ++++++ weight_kernels.txt | 29 +++ 39 files changed, 2917 insertions(+) create mode 100644 Makefile create mode 100644 README.md create mode 100644 input_features.txt create mode 100644 main.cpp create mode 100644 obj/Chiplet_Interface.o create mode 100644 obj/Global_Buffer.o create mode 100644 obj/Interposer_Interface.o create mode 100644 obj/O_E_converter.o create mode 100644 obj/Processing_Element.o create mode 100644 obj/main.o create mode 100644 obj/noc_logger.o create mode 100644 out/chiplet_comm.log create mode 100644 out/gb_comm.log create mode 100644 out/interposer_comm.log create mode 100644 out/oec_comm.log create mode 100644 out/pe_comm.log create mode 100644 out/report.log create mode 100644 out/simulation create mode 100644 scripts/input_feature.py create mode 100644 scripts/weight_kernal.py create mode 100644 src/Chiplet/Chiplet_Interface.cpp create mode 100644 src/Chiplet/Chiplet_Interface.h create mode 100644 src/GB/Global_Buffer.cpp create mode 100644 src/GB/Global_Buffer.h create mode 100644 src/Interposer/Interposer_Interface.cpp create mode 100644 src/Interposer/Interposer_Interface.h create mode 100644 src/Optical_Electrical/O_E_converter.cpp create mode 100644 src/Optical_Electrical/O_E_converter.h create mode 100644 src/PE/Processing_Element.cpp create mode 100644 src/PE/Processing_Element.h create mode 100644 src/utils/configuration.h create mode 100644 src/utils/memory_manager.cpp create mode 100644 src/utils/memory_manager.h create mode 100644 src/utils/noc_logger.cpp create mode 100644 src/utils/noc_logger.h create mode 100644 src/utils/token_manager.h create mode 100644 src/utils/utils.cpp create mode 100644 src/utils/utils.h create mode 100644 weight_kernels.txt diff --git a/Makefile b/Makefile new file mode 100644 index 0000000..e70fbfa --- /dev/null +++ b/Makefile @@ -0,0 +1,81 @@ +# Compiler and flags +CXX = g++ +CXXFLAGS = -std=c++17 -g -I/usr/local/systemc/include -I./src/GB -I./src/Interposer -I./utils +LDFLAGS = -L$(SYSTEMC_HOME)/lib-linux64 -lsystemc + +# Directories +SRC_DIR = src +GB_DIR = $(SRC_DIR)/GB +INTERPOSER_DIR = $(SRC_DIR)/Interposer +CHIPLET_DIR = $(SRC_DIR)/Chiplet +OEC_DIR = $(SRC_DIR)/Optical_Electrical +PE_DIR = $(SRC_DIR)/PE +UTILS_DIR = $(SRC_DIR)/utils +OBJ_DIR = obj +OUT_DIR = out +SCRIPTS_DIR = scripts + +# Source files +GB_SRC = $(GB_DIR)/Global_Buffer.cpp +INTERPOSER_SRC = $(INTERPOSER_DIR)/Interposer_Interface.cpp +CHIPLET_SRC = $(CHIPLET_DIR)/Chiplet_Interface.cpp +OEC_SRC = $(OEC_DIR)/O_E_converter.cpp +PE_SRC = $(PE_DIR)/Processing_Element.cpp +UTILS_SRC = $(UTILS_DIR)/noc_logger.cpp + +# Object files +OBJS = $(OBJ_DIR)/Global_Buffer.o $(OBJ_DIR)/Interposer_Interface.o $(OBJ_DIR)/Chiplet_Interface.o $(OBJ_DIR)/O_E_converter.o $(OBJ_DIR)/Processing_Element.o $(OBJ_DIR)/noc_logger.o $(OBJ_DIR)/main.o + +# Executable name +EXEC = $(OUT_DIR)/simulation + +# Default target +all: directories $(EXEC) + +# Create directories for object files and output if they do not exist +directories: + mkdir -p $(OBJ_DIR) $(OUT_DIR) + +# Rule to link the executable +$(EXEC): $(OBJS) + $(CXX) -o $@ $^ $(LDFLAGS) + +# Rule to compile Global_Buffer.cpp +$(OBJ_DIR)/Global_Buffer.o: $(GB_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile Interposer_Interface.cpp +$(OBJ_DIR)/Interposer_Interface.o: $(INTERPOSER_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile Chiplet_Interface.cpp +$(OBJ_DIR)/Chiplet_Interface.o: $(CHIPLET_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile O_E_Converter.cpp +$(OBJ_DIR)/O_E_converter.o: $(OEC_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile Processing_Element.cpp +$(OBJ_DIR)/Processing_Element.o: $(PE_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile noc_logger.cpp +$(OBJ_DIR)/noc_logger.o: $(UTILS_SRC) + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Rule to compile main.cpp +$(OBJ_DIR)/main.o: main.cpp + $(CXX) $(CXXFLAGS) -c $< -o $@ + +# Clean up object files and the executable +clean: + rm -rf $(OBJ_DIR) $(OUT_DIR) + +# Run the Python scripts to generate matrices before running the simulation +run: all + python3 $(SCRIPTS_DIR)/input_feature.py + python3 $(SCRIPTS_DIR)/weight_kernal.py + ./$(EXEC) + +.PHONY: all clean run directories diff --git a/README.md b/README.md new file mode 100644 index 0000000..d57b13d --- /dev/null +++ b/README.md @@ -0,0 +1,130 @@ +# SPACX hybrid Network on Chip (NoC) Simulation + +This project simulates the Optical plus Electrical Network on Chip (NoC) architecture SPACX using SystemC TLM 2.0 + +## Prerequisites + +- SystemC (version 2.3.3 or later) +- C++ compiler supporting C++17 or later (e.g., GCC 7+ or Clang 5+) +- Make + +## Setup + +1. Install SystemC on your system. +2. Set the `SYSTEMC_HOME` environment variable to point to your SystemC installation directory: + + ```bash + export SYSTEMC_HOME=/path/to/your/systemc/installation + +## Compilation +make + +## Output + ./out/simulation + + or + + make run + + +## Project directory structure + +SPACX +- src + - GB + - Global_Buffer.h + - Global_Buffer.cpp + - Interposer + - Interposer_Interface.h + - Interposer_Interface.cpp + - Chiplet + - Chiplet_Interface.h + - Chiplet_Interface.cpp + - Optical_Electrical + - O_E_converter.h + - O_E_converter.cpp + - PE + - Processing_Element.h + - Processing_Element.cpp +- Utils + - configuration.h + - noc_logger.h + - noc_logger.cpp + - token_manager.h +- scripts + - input_feature.py + - weight_kernal.py +- out +- obj +- main.cpp +- Makefile +- README.md + +# Log files + +The log files are in +- out/report.log : general communication like token transfer +- out/gb_comm.log : communication to and from global buffer +- out/interposer_comm.log : communication to and from interposer interface +- out/chiplet_comm.log : communication to and from chiplet interface +- out/oec_comm.log : communication to and from OEC +- out/pe_comm.log : communication to and from PE + +# SPACX initial implementation + +- The Global Buffer is initializing all the transactions +- In the beggining GB generates weights and input features as matrices and convert them to payloads +- The GB is connected to interposer interface to accept the payload through TLM blocking communication +- The address is the wavelegth, which is encoded into the payload and transmitted +- The interposer interface simply diverts the payload to chiplet interface again as TLM blocking communication +- The chiplet interface is connected to all PEs in a chiplet through the optical to electrical converter +- The chiplet interface copies the data to the curresponding OEC based on the address that is the wavelength +- Once the data is in the OEC, they are simply forwarding them to the PEs using the TLM blocking communication +- In PEs the data is stored into 2 fifos, the weight buffer and the buffer for input features +- The PE then multiplies it and gets the Psum stored into the accumulation buffer +- once the psum is ready, PE weights for the token, and then gives the data to the OEC +- OEC then transfers the data to the chiplet interface, and then to interposer interface in backward +- This way the Psums are back at global buffer through multiple TLM blocking transport + +# SPACX architecture and its operation + +1. SPACX Overview: +SPACX leverages photonic interconnects for efficient data communication in chiplet-based architectures, focusing on the needs of DNN inference, such as broadcast communication. It uses a hierarchical design: +• Global waveguide: Connects all chiplets. +• Local waveguide: Exists within each chiplet for intra-chiplet communication. +2. Key Components: +Chiplets and Processing Elements (PEs): +• Each chiplet has multiple PEs (e.g., 8 per chiplet in the example). +• PEs perform computations like Multiply-and-Accumulate (MAC) for DNN workloads. +• Each PE has: + o Two receivers for incoming broadcast data (local and global). + o One transmitter for sending computed results back to the global buffer (GB). +Wavelengths and Waveguides: +• Data transmission uses wavelength-division multiplexing (WDM). +• Wavelength allocation: + o Global (cross-chiplet) wavelengths: Used for broadcasting the same data to corresponding PEs across all chiplets. + o Local (single-chiplet) wavelengths: Used for intra-chiplet broadcasts and communication between chiplet PEs and the GB. +Optical Splitters and Filters: +• Optical splitters: Split light (data) across multiple destinations by controlling the split ratio. Used for broadcasts. +• Optical filters: Select or forward specific wavelengths for targeted communication. +3. Communication Mechanisms: +A. Cross-Chiplet Broadcast (Global Waveguide): +• Example: Data for PE0 across all chiplets is sent using wavelength λ0. +• Process: + o The GB modulates data onto λ0. + o Splitters in the global waveguide distribute power to each chiplet's local waveguide. + o Local waveguides deliver the data to PE0 on each chiplet. +B. Single-Chiplet Broadcast (Local Waveguide): +• Example: Data for all PEs within a single chiplet (e.g., Chiplet0) is sent using wavelength λ8. +• Process: + o The GB modulates data onto λ8. + o Optical filters direct all power of λ8 from the global waveguide to the local waveguide. + o Splitters on the local waveguide evenly distribute data to all PEs within Chiplet0. +C. PE-to-GB Communication: +• Each chiplet's PEs share a single wavelength for sending computed results back to the GB (e.g. λ8 for Chiplet0). +• Token-based arbitration ensures orderly transmission: + o A token is passed sequentially among PEs, granting transmission access to one PE at a time. + + + + diff --git a/input_features.txt b/input_features.txt new file mode 100644 index 0000000..5c73817 --- /dev/null +++ b/input_features.txt @@ -0,0 +1,29 @@ +55 37 +74 45 + +67 74 +90 52 + +12 12 +7 55 + +27 98 +70 39 + +38 24 +29 11 + +12 44 +36 70 + +65 39 +29 35 + +67 27 +42 81 + +24 91 +69 52 + +63 74 +77 24 diff --git a/main.cpp b/main.cpp new file mode 100644 index 0000000..1287aaf --- /dev/null +++ b/main.cpp @@ -0,0 +1,90 @@ +#include +#include "src/GB/Global_Buffer.h" +#include "src/Interposer/Interposer_Interface.h" +#include "src/Chiplet/Chiplet_Interface.h" +#include "src/Optical_Electrical/O_E_converter.h" +#include "src/PE/Processing_Element.h" +#include "src/utils/configuration.h" // Make sure this file includes definitions for CHIPLET_NO +#include "src/utils/token_manager.h" +#include "src/utils/noc_logger.h" + +int sc_main(int argc, char* argv[]) { + // Define the number of chiplets and processing elements + const int num_chiplets = CHIPLET_NO; + const int num_pes = PE_PER_CHIPLET; + const int total_pes = PE_NO; + setup_logger(); + // Create the Global Buffer instance + GlobalBuffer gb("GlobalBuffer", num_chiplets, num_pes); + //gb.configure(CHIPLET_NO); + //std::cout << "Creating global buffer instances" << std::endl; + // Create an array of Interposer Interface instances + InterposerInterface* interposers[num_chiplets]; + ChipletInterface* chiplets[num_chiplets]; + O_E_converter* oec[num_chiplets][total_pes]; + ProcessingElement* pe[num_chiplets][total_pes]; + TokenManager* tokens[num_chiplets]; + + for (int i = 0; i < num_chiplets; ++i) { + //Dynamically Create each Interposer Interface instance + std::string name = "InterposerInterface_" + std::to_string(i); + interposers[i] = new InterposerInterface(name.c_str()); + //std::cout << "Creating interposer instances" << std::endl; + interposers[i] -> interposer_id = i; + //std::cout << "Before Connecting sockets" << std::endl; + // Bind the sockets of Global Buffer to those of the Interposer Interface + gb.features_from_GB_sockets[i].bind(interposers[i]->gb_features_receive_socket); + gb.weight_from_GB_sockets[i].bind(interposers[i]->gb_weight_receive_socket); + interposers[i]->gb_send_socket.bind(gb.receive_to_GB_sockets[i]); + //std::cout << "After Connecting sockets" << std::endl; + + std::string chip_name = "ChipletInterface_" + std::to_string(i); + chiplets[i] = new ChipletInterface(chip_name.c_str(), num_pes); + chiplets[i] -> chiplet_id = i; + // Bind chiplet sockets + interposers[i]->chiplet_features_send_socket.bind(chiplets[i]->interposer_features_receive_socket); + interposers[i]->chiplet_weight_send_socket.bind(chiplets[i]->interposer_weight_receive_socket); + chiplets[i]->interposer_send_socket.bind(interposers[i]->chiplet_receive_socket); + std::string token_name = "TokenManager_" + std::to_string(i); + tokens[i] = new TokenManager(token_name.c_str()); // Create a token for each chiplet + + for (int j = 0; j < num_pes; ++j) { + std::string oe_name = "O_E_converter_" + std::to_string(i) + "_" + std::to_string(j); + oec[i][j] = new O_E_converter(oe_name.c_str()); + oec[i][j] -> O_E_converter_id = j; + chiplets[i]->oec_features_send_sockets[j].bind(oec[i][j]->ci_features_receive_socket); + chiplets[i]->oec_weight_send_sockets[j].bind(oec[i][j]->ci_weight_receive_socket); + oec[i][j]->ci_send_socket.bind(chiplets[i]->oec_receive_sockets[j]); + + std::string pe_name = "ProcessingElement_" + std::to_string(i) + "_" + std::to_string(j); + pe[i][j] = new ProcessingElement(pe_name.c_str(), *tokens[i]); + oec[i][j]->pe_features_send_socket.bind(pe[i][j] ->oec_features_receive_socket); + oec[i][j]->pe_weight_send_socket.bind(pe[i][j] ->oec_weight_receive_socket); + pe[i][j] ->oec_send_socket.bind(oec[i][j] ->pe_receive_socket); + pe[i][j] ->pe_id = j; + pe[i][j] ->pe_chiplet_id = i; + //pe[i][j]->set_token_manager[i](&tok_mgr); + //std::cout << "Created modules and binded sockets" << std::endl; + } + } + + + + // Start the simulation + sc_core::sc_start(1500, SC_NS); + + // Clean up dynamically allocated Interposer Interfaces + for (int i = 0; i < num_chiplets; ++i) { + delete interposers[i]; + delete chiplets[i]; + delete tokens[i]; + for (int j = 0; j < num_pes; ++j) { + delete oec[i][j]; + delete pe[i][j]; + } + + } + + + return 0; +} \ No newline at end of file diff --git a/obj/Chiplet_Interface.o b/obj/Chiplet_Interface.o new file mode 100644 index 0000000000000000000000000000000000000000..701bcc8083d3556cf69792d6d3eff1a9df2b061b GIT binary patch literal 2030648 zcmeEP3w&Hf)xVo`A??y8KwAp(SQNE@K+tUwZ-rVpjgsZ+63ApBpYavN=h2( 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